Data-to-UI pipeline patterns. Use when transforming JSON data into React components, creating TypeScript types from schemas, building derived types, or creating data utilities.
Scanned 9/22/2026
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---
name: data-to-ui
description: Data-to-UI pipeline patterns. Use when transforming JSON data into React components, creating TypeScript types from schemas, building derived types, or creating data utilities.
---
# Data to UI
## Overview
Patterns for transforming static data into type-safe React components. This skill covers JSON → TypeScript → React pipelines with emphasis on semantic color systems, derived types, and formatting utilities.
## Workflows
### 1. JSON Schema → TypeScript Types
- [ ] Read JSON schema/data structure
- [ ] Create base TypeScript interfaces matching JSON shape
- [ ] Export union types for enums (e.g., `type Severity = 'safety_hazard' | 'repair_needed'`)
- [ ] Use optional properties (`?`) for nullable/missing fields
- [ ] Add JSDoc comments for complex types
### 2. Derived Types for UI
- [ ] Create composed types extending base types with `extends`
- [ ] Use `Pick<T, K>` and `Omit<T, K>` for component props
- [ ] Build intersection types with `&` for joined data (e.g., `FindingWithAsset`)
- [ ] Create aggregate interfaces for statistics/summaries
### 3. Color Mapping Systems
- [ ] Define `Record<EnumType, ColorValue>` for semantic colors
- [ ] Provide multiple color formats: badge, bg, text, border, dot
- [ ] Use Tailwind utility classes (e.g., `'bg-red-500 text-red-600'`)
- [ ] Export accessor functions (e.g., `getSeverityColors()`)
- [ ] Document color choices with comments
### 4. Icon Mapping
- [ ] Create `Record<EnumType, string>` mapping to lucide-react icon names
- [ ] Use PascalCase icon names (e.g., `'AlertTriangle'`, `'Thermometer'`)
- [ ] Export accessor function (e.g., `getSeverityIcon()`)
### 5. Formatting Utilities
- [ ] Currency: Use `Intl.NumberFormat` with USD, no decimals
- [ ] Dates: Use `toLocaleDateString` with short month format
- [ ] Calculations: Create helpers for years, percentages, lifespans
- [ ] Labels: Create human-readable label maps
### 6. Aggregation & Grouping
- [ ] Implement `groupBy` patterns using reduce or forEach
- [ ] Sort with custom comparators using severity/priority order
- [ ] Calculate summary statistics (min, max, avg, count)
- [ ] Return strongly-typed aggregates
## Reference Implementation
### Color Mapping System
```typescript
// Single source of truth for semantic colors
export interface SeverityColors {
badge: string; // 'text-red-600 bg-red-100'
bg: string; // 'bg-red-500'
text: string; // 'text-red-600'
border: string; // 'border-red-500'
dot: string; // 'bg-red-500'
}
const SEVERITY_COLOR_MAP: Record<Severity, SeverityColors> = {
safety_hazard: {
badge: 'text-red-600 bg-red-100',
bg: 'bg-red-500',
text: 'text-red-600',
dot: 'bg-red-500',
border: 'border-red-500',
},
// ... other severities
};
export function getSeverityColors(severity: Severity): SeverityColors {
return SEVERITY_COLOR_MAP[severity];
}
```
### Icon Mapping
```typescript
export function getSeverityIcon(severity: Severity): string {
const icons: Record<Severity, string> = {
safety_hazard: 'AlertTriangle',
repair_needed: 'Wrench',
maintenance_item: 'Settings',
monitor: 'Eye',
informational: 'Info'
};
return icons[severity];
}
```
### Derived Types
```typescript
// Base type
export interface Finding {
id: string;
assetId?: string | null;
severity: Severity;
title: string;
}
// Derived type with relationship
export interface FindingWithAsset extends Finding {
asset?: Asset;
}
// Aggregate type
export interface PropertyWithDetails {
property: Property;
inspectionReport: InspectionReport;
findings: Finding[];
assets: Asset[];
}
```
### Formatting Utilities
```typescript
export function formatCurrency(value: number): string {
return new Intl.NumberFormat('en-US', {
style: 'currency',
currency: 'USD',
minimumFractionDigits: 0,
maximumFractionDigits: 0
}).format(value);
}
export function formatDate(dateString: string): string {
return new Date(dateString).toLocaleDateString('en-US', {
year: 'numeric',
month: 'short',
day: 'numeric'
});
}
export function yearsSince(dateString: string): number {
const date = new Date(dateString);
const now = new Date();
return Math.floor((now.getTime() - date.getTime()) / (365.25 * 24 * 60 * 60 * 1000));
}
```
### Aggregation Patterns
```typescript
// Group by enum value
export function groupFindingsBySeverity(findings: Finding[]): Record<Severity, Finding[]> {
const grouped: Record<Severity, Finding[]> = {
safety_hazard: [],
repair_needed: [],
maintenance_item: [],
monitor: [],
informational: []
};
findings.forEach(f => grouped[f.severity].push(f));
return grouped;
}
// Sort by priority
export function sortFindingsBySeverity(findings: Finding[]): Finding[] {
const severityOrder: Record<Severity, number> = {
safety_hazard: 0,
repair_needed: 1,
maintenance_item: 2,
monitor: 3,
informational: 4
};
return [...findings].sort((a, b) =>
severityOrder[a.severity] - severityOrder[b.severity]
);
}
```
## Best Practices
- **Single Source of Truth**: All color/icon mappings in one place with accessor functions
- **Multi-Format Colors**: Provide badge, bg, text, border, dot variants for flexibility
- **Type Safety**: Use `Record<EnumType, Value>` instead of plain objects
- **Intl APIs**: Use `Intl.NumberFormat` and `Intl.DateTimeFormat` for localization
- **Immutability**: Use spread operator when sorting/filtering arrays
- **Documentation**: Add JSDoc comments explaining color choices and data structures
- **Colocate Utilities**: Keep types and utilities in same file for easy import
## Anti-Patterns
- **DO NOT** use generic color names without semantic meaning (e.g., `'red'` instead of `'safety_hazard'`)
- **DO NOT** inline color classes in components; always use mapping functions
- **DO NOT** use `any` types; prefer `unknown` and type guards
- **DO NOT** mutate input arrays in sort/filter functions; always create copies
- **DO NOT** hardcode date formats; use `Intl.DateTimeFormat` for consistency
- **DO NOT** create separate files for simple utilities; colocate with types
- **DO NOT** forget to handle null/undefined in optional fields
- **DO NOT** use snake_case or kebab-case for TypeScript file names; use camelCase
## Feedback Loops
1. **Type Checking**: Run `tsc --noEmit` to validate types
2. **Runtime Validation**: Consider Zod for JSON schema validation at runtime
3. **Visual Testing**: Build Storybook stories to verify color systems
4. **Data Consistency**: Compare aggregated stats with source data counts
5. **Import Verification**: Ensure all utilities are exported and importable
## Related Skills
- `interface-design` - Use color systems in React components
- `refactoring-code` - Consolidate duplicate color/formatting logic
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